PROJECT OBJECTIVE: To build a face detection system
import os
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import math
import cv2
import seaborn as sns
from PIL import Image
import tensorflow as tf
from tensorflow.keras.preprocessing.image import ImageDataGenerator, array_to_img, img_to_array, load_img
from keras.models import Model, load_model
from keras.layers import Input, BatchNormalization, Activation, Dense, Dropout, Flatten
from keras.callbacks import EarlyStopping, ModelCheckpoint, ReduceLROnPlateau
from keras.optimizers import Adam, SGD
from sklearn import preprocessing
from sklearn.model_selection import train_test_split
from sklearn.metrics import confusion_matrix
from google.colab.patches import cv2_imshow
# Ignore warnings
import warnings
warnings.filterwarnings('ignore')
from google.colab import drive
drive.mount('/content/drive')
Mounted at /content/drive
img_array = np.load('/content/drive/MyDrive/CV_GL/images.npy', allow_pickle=True)
img_array.shape
(409, 2)
The npy file contains 409 images and their labels
img_array[0][0]
array([[[42, 37, 34],
[56, 51, 48],
[71, 66, 63],
...,
[23, 33, 34],
[26, 36, 37],
[28, 38, 39]],
[[40, 35, 32],
[51, 46, 43],
[64, 59, 56],
...,
[27, 36, 35],
[24, 33, 32],
[26, 35, 34]],
[[43, 38, 35],
[51, 46, 43],
[61, 56, 53],
...,
[28, 30, 27],
[33, 35, 32],
[35, 37, 34]],
...,
[[56, 47, 40],
[57, 48, 41],
[61, 52, 45],
...,
[67, 48, 42],
[55, 35, 28],
[60, 40, 33]],
[[53, 44, 37],
[54, 45, 38],
[57, 48, 41],
...,
[59, 40, 34],
[60, 40, 33],
[54, 34, 27]],
[[53, 44, 37],
[54, 45, 38],
[57, 48, 41],
...,
[59, 40, 34],
[70, 50, 43],
[64, 44, 37]]], dtype=uint8)
img_array[0][1]
[{'label': ['Face'],
'notes': '',
'points': [{'x': 0.08615384615384615, 'y': 0.3063063063063063},
{'x': 0.1723076923076923, 'y': 0.45345345345345345}],
'imageWidth': 650,
'imageHeight': 333},
{'label': ['Face'],
'notes': '',
'points': [{'x': 0.583076923076923, 'y': 0.2912912912912913},
{'x': 0.6584615384615384, 'y': 0.46846846846846846}],
'imageWidth': 650,
'imageHeight': 333}]
from google.colab.patches import cv2_imshow
cv2_imshow(img_array[0][0])
Read some images AND labels in the dataset
df = img_array.copy()
fi,ax = plt.subplots(4, 5, figsize=(20, 16))
row = 0
col = 0
index = 0
for i in range(20):
ax[row][col].imshow(df[index][0], interpolation='nearest')
index = index + 12
col = col + 1
if col > 4:
row = row + 1
col = 0
plt.show()
from tensorflow.keras.applications import MobileNetV2
from tensorflow.keras.applications.mobilenet import preprocess_input
IMAGE_HEIGHT = 224
IMAGE_WIDTH = 224
HEIGHT_CELLS = 28
WIDTH_CELLS = 28
IMAGE_SIZE = 224
masks = np.zeros((int(df.shape[0]), IMAGE_HEIGHT, IMAGE_WIDTH))
X = np.zeros((int(df.shape[0]),IMAGE_HEIGHT, IMAGE_WIDTH, 3))
for index in range(df.shape[0]):
img = df[index][0]
img = cv2.resize(img, dsize=(IMAGE_HEIGHT, IMAGE_WIDTH), interpolation=cv2.INTER_CUBIC)
try:
img = img[:,:,:3]
except:
print(f"Exception {index} Grayscale image with shape {img.shape}")
img = cv2.cvtColor(img, cv2.COLOR_GRAY2RGB)
continue
X[index] = preprocess_input(np.array(img, dtype=np.float32))
for i in df[index][1]:
x1 = int(i['points'][0]['x'] * IMAGE_WIDTH)
x2 = int(i['points'][1]['x'] * IMAGE_WIDTH)
y1 = int(i['points'][0]['y'] * IMAGE_HEIGHT)
y2 = int(i['points'][1]['y'] * IMAGE_HEIGHT)
# setting all the pixels within the mask co-ordinates to 1.
masks[index][y1:y2, x1:x2] = 1
print(f"Shape of Features(X) is '{X.shape}' and the shape of labels(Y) mask is '{masks.shape}' ")
Exception 272 Grayscale image with shape (224, 224) Shape of Features(X) is '(409, 224, 224, 3)' and the shape of labels(Y) mask is '(409, 224, 224)'
from sklearn.model_selection import train_test_split
X_train, X_test, y_train, y_test = train_test_split(X, masks, test_size=0.02, random_state=40)
print(f"Shape of X_train is '{X_train.shape}' and the shape of y_train is '{y_train.shape}'")
print(f"Shape of X_test is '{X_test.shape}' and the shape of y_test is '{y_test.shape}'")
Shape of X_train is '(400, 224, 224, 3)' and the shape of y_train is '(400, 224, 224)' Shape of X_test is '(9, 224, 224, 3)' and the shape of y_test is '(9, 224, 224)'
fig = plt.figure(figsize=(20, 20))
a = fig.add_subplot(1, 4, 1)
imgplot = plt.imshow(X_train[0])
a = fig.add_subplot(1, 4, 2)
imgplot = plt.imshow(X_train[1])
imgplot.set_clim(0.0, 0.5)
a = fig.add_subplot(1, 4, 3)
imgplot = plt.imshow(X_train[2])
imgplot.set_clim(0.0, 1)
a = fig.add_subplot(1, 4, 4)
imgplot = plt.imshow(X_train[3])
imgplot.set_clim(0.0, 1.5)
fig = plt.figure(figsize=(20, 20))
a = fig.add_subplot(1, 4, 1)
imgplot = plt.imshow(y_train[0])
a = fig.add_subplot(1, 4, 2)
imgplot = plt.imshow(y_train[1])
imgplot.set_clim(0.0, 0.5)
a = fig.add_subplot(1, 4, 3)
imgplot = plt.imshow(y_train[2])
imgplot.set_clim(0.0, 1)
a = fig.add_subplot(1, 4, 4)
imgplot = plt.imshow(y_train[3])
imgplot.set_clim(0.0, 1.5)
WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
img_size = 224
epochs = 5
batch = 8
LR = 1e-4
from keras.layers import Concatenate
def model():
inputs = Input(shape=(img_size, img_size, 3), name="input_image")
encoder = MobileNetV2(input_tensor=inputs, weights="imagenet", include_top=False, alpha=0.35)
skip_connection_names = ["input_image", "block_1_expand_relu", "block_3_expand_relu", "block_6_expand_relu"]
encoder_output = encoder.get_layer("block_13_expand_relu").output
f = [16, 32, 48, 64]
x = encoder_output
for i in range(1, len(skip_connection_names)+1, 1):
x_skip = encoder.get_layer(skip_connection_names[-i]).output
x = UpSampling2D((2, 2))(x)
x = Concatenate()([x, x_skip])
x = Conv2D(f[-i], (3, 3), padding="same")(x)
x = BatchNormalization()(x)
x = Activation("relu")(x)
x = Conv2D(f[-i], (3, 3), padding="same")(x)
x = BatchNormalization()(x)
x = Activation("relu")(x)
x = Conv2D(1, (1, 1), padding="same")(x)
x = Activation("sigmoid")(x)
model = Model(inputs, x)
return model
from tensorflow.keras.layers import UpSampling2D
import keras.layers as layers
from keras.layers import Input, Conv2D, BatchNormalization, Activation, UpSampling2D, Concatenate
from keras.models import Model
from keras.applications import MobileNetV2
model = model()
model.summary()
WARNING:tensorflow:`input_shape` is undefined or non-square, or `rows` is not in [96, 128, 160, 192, 224]. Weights for input shape (224, 224) will be loaded as the default.
Model: "model_2"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_image (InputLayer) [(None, 224, 224, 3 0 []
)]
Conv1 (Conv2D) (None, 112, 112, 16 432 ['input_image[0][0]']
)
bn_Conv1 (BatchNormalization) (None, 112, 112, 16 64 ['Conv1[0][0]']
)
Conv1_relu (ReLU) (None, 112, 112, 16 0 ['bn_Conv1[0][0]']
)
expanded_conv_depthwise (Depth (None, 112, 112, 16 144 ['Conv1_relu[0][0]']
wiseConv2D) )
expanded_conv_depthwise_BN (Ba (None, 112, 112, 16 64 ['expanded_conv_depthwise[0][0]']
tchNormalization) )
expanded_conv_depthwise_relu ( (None, 112, 112, 16 0 ['expanded_conv_depthwise_BN[0][0
ReLU) ) ]']
expanded_conv_project (Conv2D) (None, 112, 112, 8) 128 ['expanded_conv_depthwise_relu[0]
[0]']
expanded_conv_project_BN (Batc (None, 112, 112, 8) 32 ['expanded_conv_project[0][0]']
hNormalization)
block_1_expand (Conv2D) (None, 112, 112, 48 384 ['expanded_conv_project_BN[0][0]'
) ]
block_1_expand_BN (BatchNormal (None, 112, 112, 48 192 ['block_1_expand[0][0]']
ization) )
block_1_expand_relu (ReLU) (None, 112, 112, 48 0 ['block_1_expand_BN[0][0]']
)
block_1_pad (ZeroPadding2D) (None, 113, 113, 48 0 ['block_1_expand_relu[0][0]']
)
block_1_depthwise (DepthwiseCo (None, 56, 56, 48) 432 ['block_1_pad[0][0]']
nv2D)
block_1_depthwise_BN (BatchNor (None, 56, 56, 48) 192 ['block_1_depthwise[0][0]']
malization)
block_1_depthwise_relu (ReLU) (None, 56, 56, 48) 0 ['block_1_depthwise_BN[0][0]']
block_1_project (Conv2D) (None, 56, 56, 8) 384 ['block_1_depthwise_relu[0][0]']
block_1_project_BN (BatchNorma (None, 56, 56, 8) 32 ['block_1_project[0][0]']
lization)
block_2_expand (Conv2D) (None, 56, 56, 48) 384 ['block_1_project_BN[0][0]']
block_2_expand_BN (BatchNormal (None, 56, 56, 48) 192 ['block_2_expand[0][0]']
ization)
block_2_expand_relu (ReLU) (None, 56, 56, 48) 0 ['block_2_expand_BN[0][0]']
block_2_depthwise (DepthwiseCo (None, 56, 56, 48) 432 ['block_2_expand_relu[0][0]']
nv2D)
block_2_depthwise_BN (BatchNor (None, 56, 56, 48) 192 ['block_2_depthwise[0][0]']
malization)
block_2_depthwise_relu (ReLU) (None, 56, 56, 48) 0 ['block_2_depthwise_BN[0][0]']
block_2_project (Conv2D) (None, 56, 56, 8) 384 ['block_2_depthwise_relu[0][0]']
block_2_project_BN (BatchNorma (None, 56, 56, 8) 32 ['block_2_project[0][0]']
lization)
block_2_add (Add) (None, 56, 56, 8) 0 ['block_1_project_BN[0][0]',
'block_2_project_BN[0][0]']
block_3_expand (Conv2D) (None, 56, 56, 48) 384 ['block_2_add[0][0]']
block_3_expand_BN (BatchNormal (None, 56, 56, 48) 192 ['block_3_expand[0][0]']
ization)
block_3_expand_relu (ReLU) (None, 56, 56, 48) 0 ['block_3_expand_BN[0][0]']
block_3_pad (ZeroPadding2D) (None, 57, 57, 48) 0 ['block_3_expand_relu[0][0]']
block_3_depthwise (DepthwiseCo (None, 28, 28, 48) 432 ['block_3_pad[0][0]']
nv2D)
block_3_depthwise_BN (BatchNor (None, 28, 28, 48) 192 ['block_3_depthwise[0][0]']
malization)
block_3_depthwise_relu (ReLU) (None, 28, 28, 48) 0 ['block_3_depthwise_BN[0][0]']
block_3_project (Conv2D) (None, 28, 28, 16) 768 ['block_3_depthwise_relu[0][0]']
block_3_project_BN (BatchNorma (None, 28, 28, 16) 64 ['block_3_project[0][0]']
lization)
block_4_expand (Conv2D) (None, 28, 28, 96) 1536 ['block_3_project_BN[0][0]']
block_4_expand_BN (BatchNormal (None, 28, 28, 96) 384 ['block_4_expand[0][0]']
ization)
block_4_expand_relu (ReLU) (None, 28, 28, 96) 0 ['block_4_expand_BN[0][0]']
block_4_depthwise (DepthwiseCo (None, 28, 28, 96) 864 ['block_4_expand_relu[0][0]']
nv2D)
block_4_depthwise_BN (BatchNor (None, 28, 28, 96) 384 ['block_4_depthwise[0][0]']
malization)
block_4_depthwise_relu (ReLU) (None, 28, 28, 96) 0 ['block_4_depthwise_BN[0][0]']
block_4_project (Conv2D) (None, 28, 28, 16) 1536 ['block_4_depthwise_relu[0][0]']
block_4_project_BN (BatchNorma (None, 28, 28, 16) 64 ['block_4_project[0][0]']
lization)
block_4_add (Add) (None, 28, 28, 16) 0 ['block_3_project_BN[0][0]',
'block_4_project_BN[0][0]']
block_5_expand (Conv2D) (None, 28, 28, 96) 1536 ['block_4_add[0][0]']
block_5_expand_BN (BatchNormal (None, 28, 28, 96) 384 ['block_5_expand[0][0]']
ization)
block_5_expand_relu (ReLU) (None, 28, 28, 96) 0 ['block_5_expand_BN[0][0]']
block_5_depthwise (DepthwiseCo (None, 28, 28, 96) 864 ['block_5_expand_relu[0][0]']
nv2D)
block_5_depthwise_BN (BatchNor (None, 28, 28, 96) 384 ['block_5_depthwise[0][0]']
malization)
block_5_depthwise_relu (ReLU) (None, 28, 28, 96) 0 ['block_5_depthwise_BN[0][0]']
block_5_project (Conv2D) (None, 28, 28, 16) 1536 ['block_5_depthwise_relu[0][0]']
block_5_project_BN (BatchNorma (None, 28, 28, 16) 64 ['block_5_project[0][0]']
lization)
block_5_add (Add) (None, 28, 28, 16) 0 ['block_4_add[0][0]',
'block_5_project_BN[0][0]']
block_6_expand (Conv2D) (None, 28, 28, 96) 1536 ['block_5_add[0][0]']
block_6_expand_BN (BatchNormal (None, 28, 28, 96) 384 ['block_6_expand[0][0]']
ization)
block_6_expand_relu (ReLU) (None, 28, 28, 96) 0 ['block_6_expand_BN[0][0]']
block_6_pad (ZeroPadding2D) (None, 29, 29, 96) 0 ['block_6_expand_relu[0][0]']
block_6_depthwise (DepthwiseCo (None, 14, 14, 96) 864 ['block_6_pad[0][0]']
nv2D)
block_6_depthwise_BN (BatchNor (None, 14, 14, 96) 384 ['block_6_depthwise[0][0]']
malization)
block_6_depthwise_relu (ReLU) (None, 14, 14, 96) 0 ['block_6_depthwise_BN[0][0]']
block_6_project (Conv2D) (None, 14, 14, 24) 2304 ['block_6_depthwise_relu[0][0]']
block_6_project_BN (BatchNorma (None, 14, 14, 24) 96 ['block_6_project[0][0]']
lization)
block_7_expand (Conv2D) (None, 14, 14, 144) 3456 ['block_6_project_BN[0][0]']
block_7_expand_BN (BatchNormal (None, 14, 14, 144) 576 ['block_7_expand[0][0]']
ization)
block_7_expand_relu (ReLU) (None, 14, 14, 144) 0 ['block_7_expand_BN[0][0]']
block_7_depthwise (DepthwiseCo (None, 14, 14, 144) 1296 ['block_7_expand_relu[0][0]']
nv2D)
block_7_depthwise_BN (BatchNor (None, 14, 14, 144) 576 ['block_7_depthwise[0][0]']
malization)
block_7_depthwise_relu (ReLU) (None, 14, 14, 144) 0 ['block_7_depthwise_BN[0][0]']
block_7_project (Conv2D) (None, 14, 14, 24) 3456 ['block_7_depthwise_relu[0][0]']
block_7_project_BN (BatchNorma (None, 14, 14, 24) 96 ['block_7_project[0][0]']
lization)
block_7_add (Add) (None, 14, 14, 24) 0 ['block_6_project_BN[0][0]',
'block_7_project_BN[0][0]']
block_8_expand (Conv2D) (None, 14, 14, 144) 3456 ['block_7_add[0][0]']
block_8_expand_BN (BatchNormal (None, 14, 14, 144) 576 ['block_8_expand[0][0]']
ization)
block_8_expand_relu (ReLU) (None, 14, 14, 144) 0 ['block_8_expand_BN[0][0]']
block_8_depthwise (DepthwiseCo (None, 14, 14, 144) 1296 ['block_8_expand_relu[0][0]']
nv2D)
block_8_depthwise_BN (BatchNor (None, 14, 14, 144) 576 ['block_8_depthwise[0][0]']
malization)
block_8_depthwise_relu (ReLU) (None, 14, 14, 144) 0 ['block_8_depthwise_BN[0][0]']
block_8_project (Conv2D) (None, 14, 14, 24) 3456 ['block_8_depthwise_relu[0][0]']
block_8_project_BN (BatchNorma (None, 14, 14, 24) 96 ['block_8_project[0][0]']
lization)
block_8_add (Add) (None, 14, 14, 24) 0 ['block_7_add[0][0]',
'block_8_project_BN[0][0]']
block_9_expand (Conv2D) (None, 14, 14, 144) 3456 ['block_8_add[0][0]']
block_9_expand_BN (BatchNormal (None, 14, 14, 144) 576 ['block_9_expand[0][0]']
ization)
block_9_expand_relu (ReLU) (None, 14, 14, 144) 0 ['block_9_expand_BN[0][0]']
block_9_depthwise (DepthwiseCo (None, 14, 14, 144) 1296 ['block_9_expand_relu[0][0]']
nv2D)
block_9_depthwise_BN (BatchNor (None, 14, 14, 144) 576 ['block_9_depthwise[0][0]']
malization)
block_9_depthwise_relu (ReLU) (None, 14, 14, 144) 0 ['block_9_depthwise_BN[0][0]']
block_9_project (Conv2D) (None, 14, 14, 24) 3456 ['block_9_depthwise_relu[0][0]']
block_9_project_BN (BatchNorma (None, 14, 14, 24) 96 ['block_9_project[0][0]']
lization)
block_9_add (Add) (None, 14, 14, 24) 0 ['block_8_add[0][0]',
'block_9_project_BN[0][0]']
block_10_expand (Conv2D) (None, 14, 14, 144) 3456 ['block_9_add[0][0]']
block_10_expand_BN (BatchNorma (None, 14, 14, 144) 576 ['block_10_expand[0][0]']
lization)
block_10_expand_relu (ReLU) (None, 14, 14, 144) 0 ['block_10_expand_BN[0][0]']
block_10_depthwise (DepthwiseC (None, 14, 14, 144) 1296 ['block_10_expand_relu[0][0]']
onv2D)
block_10_depthwise_BN (BatchNo (None, 14, 14, 144) 576 ['block_10_depthwise[0][0]']
rmalization)
block_10_depthwise_relu (ReLU) (None, 14, 14, 144) 0 ['block_10_depthwise_BN[0][0]']
block_10_project (Conv2D) (None, 14, 14, 32) 4608 ['block_10_depthwise_relu[0][0]']
block_10_project_BN (BatchNorm (None, 14, 14, 32) 128 ['block_10_project[0][0]']
alization)
block_11_expand (Conv2D) (None, 14, 14, 192) 6144 ['block_10_project_BN[0][0]']
block_11_expand_BN (BatchNorma (None, 14, 14, 192) 768 ['block_11_expand[0][0]']
lization)
block_11_expand_relu (ReLU) (None, 14, 14, 192) 0 ['block_11_expand_BN[0][0]']
block_11_depthwise (DepthwiseC (None, 14, 14, 192) 1728 ['block_11_expand_relu[0][0]']
onv2D)
block_11_depthwise_BN (BatchNo (None, 14, 14, 192) 768 ['block_11_depthwise[0][0]']
rmalization)
block_11_depthwise_relu (ReLU) (None, 14, 14, 192) 0 ['block_11_depthwise_BN[0][0]']
block_11_project (Conv2D) (None, 14, 14, 32) 6144 ['block_11_depthwise_relu[0][0]']
block_11_project_BN (BatchNorm (None, 14, 14, 32) 128 ['block_11_project[0][0]']
alization)
block_11_add (Add) (None, 14, 14, 32) 0 ['block_10_project_BN[0][0]',
'block_11_project_BN[0][0]']
block_12_expand (Conv2D) (None, 14, 14, 192) 6144 ['block_11_add[0][0]']
block_12_expand_BN (BatchNorma (None, 14, 14, 192) 768 ['block_12_expand[0][0]']
lization)
block_12_expand_relu (ReLU) (None, 14, 14, 192) 0 ['block_12_expand_BN[0][0]']
block_12_depthwise (DepthwiseC (None, 14, 14, 192) 1728 ['block_12_expand_relu[0][0]']
onv2D)
block_12_depthwise_BN (BatchNo (None, 14, 14, 192) 768 ['block_12_depthwise[0][0]']
rmalization)
block_12_depthwise_relu (ReLU) (None, 14, 14, 192) 0 ['block_12_depthwise_BN[0][0]']
block_12_project (Conv2D) (None, 14, 14, 32) 6144 ['block_12_depthwise_relu[0][0]']
block_12_project_BN (BatchNorm (None, 14, 14, 32) 128 ['block_12_project[0][0]']
alization)
block_12_add (Add) (None, 14, 14, 32) 0 ['block_11_add[0][0]',
'block_12_project_BN[0][0]']
block_13_expand (Conv2D) (None, 14, 14, 192) 6144 ['block_12_add[0][0]']
block_13_expand_BN (BatchNorma (None, 14, 14, 192) 768 ['block_13_expand[0][0]']
lization)
block_13_expand_relu (ReLU) (None, 14, 14, 192) 0 ['block_13_expand_BN[0][0]']
up_sampling2d_8 (UpSampling2D) (None, 28, 28, 192) 0 ['block_13_expand_relu[0][0]']
concatenate_8 (Concatenate) (None, 28, 28, 288) 0 ['up_sampling2d_8[0][0]',
'block_6_expand_relu[0][0]']
conv2d_18 (Conv2D) (None, 28, 28, 64) 165952 ['concatenate_8[0][0]']
batch_normalization_16 (BatchN (None, 28, 28, 64) 256 ['conv2d_18[0][0]']
ormalization)
activation_18 (Activation) (None, 28, 28, 64) 0 ['batch_normalization_16[0][0]']
conv2d_19 (Conv2D) (None, 28, 28, 64) 36928 ['activation_18[0][0]']
batch_normalization_17 (BatchN (None, 28, 28, 64) 256 ['conv2d_19[0][0]']
ormalization)
activation_19 (Activation) (None, 28, 28, 64) 0 ['batch_normalization_17[0][0]']
up_sampling2d_9 (UpSampling2D) (None, 56, 56, 64) 0 ['activation_19[0][0]']
concatenate_9 (Concatenate) (None, 56, 56, 112) 0 ['up_sampling2d_9[0][0]',
'block_3_expand_relu[0][0]']
conv2d_20 (Conv2D) (None, 56, 56, 48) 48432 ['concatenate_9[0][0]']
batch_normalization_18 (BatchN (None, 56, 56, 48) 192 ['conv2d_20[0][0]']
ormalization)
activation_20 (Activation) (None, 56, 56, 48) 0 ['batch_normalization_18[0][0]']
conv2d_21 (Conv2D) (None, 56, 56, 48) 20784 ['activation_20[0][0]']
batch_normalization_19 (BatchN (None, 56, 56, 48) 192 ['conv2d_21[0][0]']
ormalization)
activation_21 (Activation) (None, 56, 56, 48) 0 ['batch_normalization_19[0][0]']
up_sampling2d_10 (UpSampling2D (None, 112, 112, 48 0 ['activation_21[0][0]']
) )
concatenate_10 (Concatenate) (None, 112, 112, 96 0 ['up_sampling2d_10[0][0]',
) 'block_1_expand_relu[0][0]']
conv2d_22 (Conv2D) (None, 112, 112, 32 27680 ['concatenate_10[0][0]']
)
batch_normalization_20 (BatchN (None, 112, 112, 32 128 ['conv2d_22[0][0]']
ormalization) )
activation_22 (Activation) (None, 112, 112, 32 0 ['batch_normalization_20[0][0]']
)
conv2d_23 (Conv2D) (None, 112, 112, 32 9248 ['activation_22[0][0]']
)
batch_normalization_21 (BatchN (None, 112, 112, 32 128 ['conv2d_23[0][0]']
ormalization) )
activation_23 (Activation) (None, 112, 112, 32 0 ['batch_normalization_21[0][0]']
)
up_sampling2d_11 (UpSampling2D (None, 224, 224, 32 0 ['activation_23[0][0]']
) )
concatenate_11 (Concatenate) (None, 224, 224, 35 0 ['up_sampling2d_11[0][0]',
) 'input_image[0][0]']
conv2d_24 (Conv2D) (None, 224, 224, 16 5056 ['concatenate_11[0][0]']
)
batch_normalization_22 (BatchN (None, 224, 224, 16 64 ['conv2d_24[0][0]']
ormalization) )
activation_24 (Activation) (None, 224, 224, 16 0 ['batch_normalization_22[0][0]']
)
conv2d_25 (Conv2D) (None, 224, 224, 16 2320 ['activation_24[0][0]']
)
batch_normalization_23 (BatchN (None, 224, 224, 16 64 ['conv2d_25[0][0]']
ormalization) )
activation_25 (Activation) (None, 224, 224, 16 0 ['batch_normalization_23[0][0]']
)
conv2d_26 (Conv2D) (None, 224, 224, 1) 17 ['activation_25[0][0]']
activation_26 (Activation) (None, 224, 224, 1) 0 ['conv2d_26[0][0]']
==================================================================================================
Total params: 416,209
Trainable params: 409,025
Non-trainable params: 7,184
__________________________________________________________________________________________________
smooth = 1e-15
def dice_coef(y_true, y_pred):
y_true = tf.keras.layers.Flatten()(y_true)
y_pred = tf.keras.layers.Flatten()(y_pred)
intersection = tf.reduce_sum(y_true * y_pred)
return (2. * intersection + smooth) / (tf.reduce_sum(y_true) + tf.reduce_sum(y_pred) + smooth)
def dice_loss(y_true, y_pred):
return 1.0 - dice_coef(y_true, y_pred)
from tensorflow.keras.metrics import Recall, Precision
opt = tf.keras.optimizers.Nadam(LR)
metrics = [dice_coef, Recall(), Precision()]
model.compile(loss=dice_loss, optimizer=opt, metrics=metrics)
train_steps = len(X_train)//batch
if len(X_train) % batch != 0:
train_steps += 1
model.fit(
X_train, y_train,
epochs=epochs,
steps_per_epoch=train_steps,
)
Epoch 1/5 50/50 [==============================] - 213s 4s/step - loss: 0.4248 - dice_coef: 0.5752 - recall_2: 0.9030 - precision_2: 0.6351 Epoch 2/5 50/50 [==============================] - 211s 4s/step - loss: 0.4120 - dice_coef: 0.5880 - recall_2: 0.9034 - precision_2: 0.6549 Epoch 3/5 50/50 [==============================] - 211s 4s/step - loss: 0.3928 - dice_coef: 0.6072 - recall_2: 0.9086 - precision_2: 0.6730 Epoch 4/5 50/50 [==============================] - 210s 4s/step - loss: 0.3868 - dice_coef: 0.6132 - recall_2: 0.9028 - precision_2: 0.6845 Epoch 5/5 50/50 [==============================] - 211s 4s/step - loss: 0.3703 - dice_coef: 0.6297 - recall_2: 0.9075 - precision_2: 0.6978
<keras.callbacks.History at 0x7cc6f6485fc0>
test_steps = (len(X_test)//batch)
if len(X_test) % batch != 0:
test_steps += 1
model.evaluate(X_test, y_test, steps=test_steps)
2/2 [==============================] - 1s 365ms/step - loss: 0.5096 - dice_coef: 0.4819 - recall_2: 0.7811 - precision_2: 0.5129
[0.5096245408058167, 0.48193395137786865, 0.7810777425765991, 0.5128594636917114]
Model has recall 78%, Precision of 51%, loss 50% and dice coefficient is 48%.
y_pred = model.predict(np.array([X_test[3]]))
y_pred
1/1 [==============================] - 0s 276ms/step
array([[[[0.2773635 ],
[0.19425039],
[0.15916677],
...,
[0.0928473 ],
[0.10899308],
[0.13571581]],
[[0.11768847],
[0.09386556],
[0.10462047],
...,
[0.06187226],
[0.06785089],
[0.09277959]],
[[0.10129548],
[0.07592214],
[0.07335552],
...,
[0.07770234],
[0.0705699 ],
[0.10198894]],
...,
[[0.07597376],
[0.06245282],
[0.06254477],
...,
[0.10448864],
[0.07830963],
[0.11559232]],
[[0.0727247 ],
[0.05174813],
[0.05753801],
...,
[0.10392925],
[0.08690614],
[0.1796092 ]],
[[0.07241064],
[0.05946891],
[0.06601708],
...,
[0.14839926],
[0.19487627],
[0.15806821]]]], dtype=float32)
pred_mask = cv2.resize((1.0*(y_pred[0] > 0.5)), (IMAGE_WIDTH,IMAGE_HEIGHT))
plt.imshow(X_test[3])
WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
<matplotlib.image.AxesImage at 0x7cc6f62b33d0>
plt.imshow(pred_mask)
<matplotlib.image.AxesImage at 0x7cc6f23f1e70>
Model detected faces correctly.
An image processing system was developed employing a U-Net structure with skip connections, integrating the MobileNetV2 backbone for precise image segmentation. The system exhibited 78% accuracy and 51% precision with a 50% loss rate and a 48% dice coefficient. It successfully identified faces within test images.
from tqdm.notebook import trange, tqdm
from IPython.display import Image, display, Markdown, clear_output
from zipfile import ZipFile
project_path = '/content/'
images_zip_path = '/content/drive/MyDrive/training_images-20211126T092819Z-001.zip'
from zipfile import ZipFile
with ZipFile(images_zip_path, 'r') as z:
z.extractall()
zip_dir_loc = z.filelist[0].filename.split("/")[0]
zip_dir_loc
'training_images'
raw_img_file_names = [os.path.join(zip_dir_loc,i) for i in os.listdir(zip_dir_loc)]
raw_img_file_names[:5]
['training_images/real_00120.jpg', 'training_images/real_00670.jpg', 'training_images/real_00631.jpg', 'training_images/real_00090.jpg', 'training_images/real_00650.jpg']
img_list = []
for imgs in tqdm(raw_img_file_names):
tst_img = cv2.imread(imgs)
img_list.append(tst_img)
img_list = np.array(img_list)
display(Markdown(f"{img_list.shape}"))
0%| | 0/1091 [00:00<?, ?it/s]
(1091, 600, 600, 3)
There's a collection of 1091 colored images, each with dimensions of 600 x 600 pixels, featuring RGB channels (indicating colored images, not grayscale).
from google.colab.patches import cv2_imshow
for i in img_list[:5,]:
cv2_imshow(cv2.resize(i,(224,224)))
# bounding box
def test_bb(df,fname,title=""):
tst_img = cv2.imread(fname)
temp_df = df[df['Image_Name'] == fname]
rect_img = []
for rows in temp_df.index:
x = df['x'][rows]
y = df['y'][rows]
w = df['w'][rows]
h = df['h'][rows]
cv2.rectangle(tst_img,(x,y),(x+w,y+h),(255,0,0),2)
cv2.putText(tst_img, title, (int((x+w)*0.75),y-3),cv2.FONT_HERSHEY_SIMPLEX,0.5,(0,0,255))
cv2_imshow(tst_img)
return
def show_face(img_list,scale=1.0):
for imgs in img_list:
img = cv2.imread(imgs)
img_w = int(img.shape[1]*scale)
img_h = int(img.shape[0]*scale)
img = cv2.resize(img,(img_w,img_h))
display(Markdown(f"#### {imgs}"))
cv2_imshow(img)
return
# deploying haarcascade_frontalface_default.xml
!wget https://raw.githubusercontent.com/opencv/opencv/master/data/haarcascades/haarcascade_frontalface_default.xml
--2023-12-17 15:36:21-- https://raw.githubusercontent.com/opencv/opencv/master/data/haarcascades/haarcascade_frontalface_default.xml Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ... Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected. HTTP request sent, awaiting response... 200 OK Length: 930127 (908K) [text/plain] Saving to: ‘haarcascade_frontalface_default.xml.2’ haarcascade_frontal 100%[===================>] 908.33K --.-KB/s in 0.05s 2023-12-17 15:36:21 (18.3 MB/s) - ‘haarcascade_frontalface_default.xml.2’ saved [930127/930127]
face_cascade = cv2.CascadeClassifier('haarcascade_frontalface_default.xml')
test_img = cv2.imread(raw_img_file_names[0])
grey = cv2.cvtColor(test_img, cv2.COLOR_BGR2GRAY)
faces = face_cascade.detectMultiScale(grey,1.1,4)
for (x, y, w, h) in faces:
cv2.rectangle(test_img, (x, y), (x+w, y+h), (255, 0, 0), 2)
cv2.putText(test_img, "HaarCascadeClassifier", (int((x+w)*0.75),y-3),cv2.FONT_HERSHEY_SIMPLEX,0.5,(0,0,255))
# output
display(Markdown(f"Bounding Box parameters are `x`:{x}, `y`:{y}, `width`:{w}, `height`:{h}"))
cv2_imshow(test_img)
Bounding Box parameters are x:72, y:99, width:466, height:466
# dataframe creation
img_box_df = pd.DataFrame(columns=['x','y','w','h','Total_Faces','Image_Name'])
img_box_df
| x | y | w | h | Total_Faces | Image_Name |
|---|
%%time
undetected_images = []
detected_images = []
for imgs, fnames in tqdm(zip(img_list,raw_img_file_names)):
gray = cv2.cvtColor(imgs,cv2.COLOR_BGR2GRAY)
faces = face_cascade.detectMultiScale(gray,1.1,4)
if len(faces) == 0:
undetected_images.append(fnames)
temp_dict = {'x':0,
'y':0,
'w':-1,
'h':-1,
'Total_Faces':0,
'Image_Name':fnames}
else:
detected_images.append(fnames)
for (x,y,w,h) in faces:
temp_dict = {'x':x,
'y':y,
'w':w,
'h':h,
'Total_Faces':len(faces),
'Image_Name':fnames}
img_box_df = img_box_df.append(temp_dict,ignore_index=True)
display(Markdown(f"Detected faces for {len(detected_images)} images"))
display(Markdown(f"Failed to detect faces for {len(undetected_images)} images"))
0it [00:00, ?it/s]
Detected faces for 930 images
Failed to detect faces for 161 images
CPU times: user 6min 26s, sys: 4.56 s, total: 6min 30s Wall time: 4min 12s
img_box_df
| x | y | w | h | Total_Faces | Image_Name | |
|---|---|---|---|---|---|---|
| 0 | 72 | 99 | 466 | 466 | 1 | training_images/real_00120.jpg |
| 1 | 37 | 33 | 483 | 483 | 1 | training_images/real_00670.jpg |
| 2 | 48 | 119 | 433 | 433 | 1 | training_images/real_00631.jpg |
| 3 | 70 | 77 | 480 | 480 | 1 | training_images/real_00090.jpg |
| 4 | 384 | 109 | 61 | 61 | 1 | training_images/real_00650.jpg |
| ... | ... | ... | ... | ... | ... | ... |
| 1006 | 86 | 152 | 388 | 388 | 1 | training_images/real_00955.jpg |
| 1007 | 90 | 71 | 438 | 438 | 1 | training_images/real_00940.jpg |
| 1008 | 162 | 226 | 347 | 347 | 1 | training_images/real_00572.jpg |
| 1009 | 474 | 180 | 117 | 117 | 2 | training_images/real_00083.jpg |
| 1010 | 126 | 241 | 343 | 343 | 2 | training_images/real_00083.jpg |
1011 rows × 6 columns
The model accurately identified faces in 1011 out of 1091 images.
# accurately detected face
display(Markdown("Correctly detected face"))
test_bb(img_box_df,"training_images/real_00572.jpg",title="Bounding Box")
Correctly detected face
# sample of undetected faces
show_face(undetected_images[-5:],scale=0.5)
# undetected face sample
display(Markdown("Face not detected"))
test_bb(img_box_df,"training_images/real_01081.jpg",title="Bounding Box")
Face not detected
img_box_df.to_csv('test_image_metadata5.csv')
A facial detection model named HAAR was developed for identifying faces. The information related to these identified faces was stored as a dataframe and then exported in .csv format.
import warnings
warnings.filterwarnings('ignore')
from google.colab import drive
drive.mount('/content/drive')
Mounted at /content/drive
images_zip_path = '/content/drive/MyDrive/PINS.zip'
from zipfile import ZipFile
with ZipFile(images_zip_path, 'r') as z:
z.extractall()
import numpy as np
import os
class IdentityMetadata():
def __init__(self, base, name, file):
self.base = base
self.name = name
# image file name
self.file = file
def __repr__(self):
return self.image_path()
def image_path(self):
return os.path.join(self.base, self.name, self.file)
def load_metadata(path):
metadata = []
for i in os.listdir(path):
for f in os.listdir(os.path.join(path, i)):
ext = os.path.splitext(f)[1]
if ext == '.jpg' or ext == '.jpeg':
metadata.append(IdentityMetadata(path, i, f))
return np.array(metadata)
# load_metadata to read the images and assign metadata to a variable
metadata = load_metadata('PINS')
# function to read image using opencv and convert it from BGR to RGB
import cv2
def load_image(path):
img = cv2.imread(path, 1)
return img[...,::-1]
load_image(metadata[0].image_path())
array([[[67, 56, 50],
[62, 51, 45],
[56, 45, 39],
...,
[22, 19, 12],
[22, 19, 12],
[23, 18, 12]],
[[65, 54, 48],
[64, 53, 47],
[56, 45, 39],
...,
[22, 19, 12],
[22, 19, 12],
[23, 18, 12]],
[[61, 50, 46],
[59, 48, 44],
[47, 36, 30],
...,
[23, 18, 12],
[23, 18, 12],
[23, 18, 12]],
...,
[[60, 40, 41],
[60, 40, 41],
[56, 36, 37],
...,
[30, 21, 16],
[31, 22, 17],
[31, 22, 17]],
[[60, 40, 41],
[60, 40, 41],
[57, 37, 38],
...,
[30, 21, 16],
[31, 22, 17],
[31, 22, 17]],
[[61, 41, 42],
[60, 40, 41],
[57, 37, 38],
...,
[30, 21, 16],
[31, 22, 17],
[31, 22, 17]]], dtype=uint8)
Loading a random image sample
n = np.random.randint(1, len(metadata))
img_path = metadata[n].image_path()
img = load_image(img_path)
labels = np.array([meta.name for meta in metadata])
import matplotlib.pyplot as plt
fig = plt.figure(figsize = (10, 5))
ax = fig.add_subplot(1, 1, 1)
title = labels[n].split('_')[1]
ax.set_title(title, fontsize = 10)
_ = plt.imshow(img)
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import ZeroPadding2D, Convolution2D, MaxPooling2D, Dropout, Flatten, Activation
def vgg_face():
model = Sequential()
model.add(ZeroPadding2D((1,1),input_shape=(224,224, 3)))
model.add(Convolution2D(64, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(64, (3, 3), activation='relu'))
model.add(MaxPooling2D((2,2), strides=(2,2)))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(128, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(128, (3, 3), activation='relu'))
model.add(MaxPooling2D((2,2), strides=(2,2)))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(256, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(256, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(256, (3, 3), activation='relu'))
model.add(MaxPooling2D((2,2), strides=(2,2)))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(MaxPooling2D((2,2), strides=(2,2)))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(MaxPooling2D((2,2), strides=(2,2)))
model.add(Convolution2D(4096, (7, 7), activation='relu'))
model.add(Dropout(0.5))
model.add(Convolution2D(4096, (1, 1), activation='relu'))
model.add(Dropout(0.5))
model.add(Convolution2D(2622, (1, 1)))
model.add(Flatten())
model.add(Activation('softmax'))
return model
from tensorflow.keras.models import model_from_json
model = vgg_face()
model.load_weights('/content/drive/MyDrive/CV_GL/vgg_face_weights.h5')
from tensorflow.keras.models import Model
vgg_face_descriptor = Model(inputs=model.layers[0].input, outputs=model.layers[-2].output)
img_path = metadata[0].image_path()
img = load_image(img_path)
img = (img / 255.).astype(np.float32)
img = cv2.resize(img, dsize = (224,224))
print(img.shape)
embedding_vector = vgg_face_descriptor.predict(np.expand_dims(img, axis=0))[0]
print(embedding_vector.shape)
(224, 224, 3) 1/1 [==============================] - 0s 281ms/step (2622,)
Write code to iterate through metadata and create embeddings for each image using vgg_face_descriptor.predict() and store in a list with name embeddings
If there is any error in reading any image in the dataset, fill the emebdding vector of that image with 2622-zeroes as the final embedding from the model is of length 2622.
embeddings = np.zeros((metadata.shape[0], 2622))
k = 0
for i, m in enumerate(metadata):
try:
img = load_image(m.image_path())
if k % 500 == 0:
print(k)
# scale RGB values to interval [0,1]
img = cv2.resize(img, dsize = (224,224))
img = (img / 255.).astype(np.float32)
# obtain embedding vector for image
embeddings[i] = vgg_face_descriptor.predict(np.expand_dims(img, axis=0))[0]
k += 1
except Exception as e:
print(str(e))
print(i,m)
Streaming output truncated to the last 5000 lines.
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7000
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7500
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10000
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1/1 [==============================] - 0s 30ms/step
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1/1 [==============================] - 0s 21ms/step
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1/1 [==============================] - 0s 35ms/step
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1/1 [==============================] - 0s 22ms/step
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1/1 [==============================] - 0s 29ms/step
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1/1 [==============================] - 0s 37ms/step
1/1 [==============================] - 0s 42ms/step
1/1 [==============================] - 0s 33ms/step
1/1 [==============================] - 0s 29ms/step
1/1 [==============================] - 0s 29ms/step
1/1 [==============================] - 0s 38ms/step
1/1 [==============================] - 0s 42ms/step
1/1 [==============================] - 0s 59ms/step
1/1 [==============================] - 0s 32ms/step
1/1 [==============================] - 0s 42ms/step
1/1 [==============================] - 0s 37ms/step
1/1 [==============================] - 0s 43ms/step
1/1 [==============================] - 0s 32ms/step
1/1 [==============================] - 0s 36ms/step
1/1 [==============================] - 0s 37ms/step
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1/1 [==============================] - 0s 51ms/step
1/1 [==============================] - 0s 36ms/step
1/1 [==============================] - 0s 36ms/step
1/1 [==============================] - 0s 30ms/step
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1/1 [==============================] - 0s 33ms/step
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1/1 [==============================] - 0s 35ms/step
1/1 [==============================] - 0s 30ms/step
1/1 [==============================] - 0s 37ms/step
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1/1 [==============================] - 0s 28ms/step
1/1 [==============================] - 0s 34ms/step
1/1 [==============================] - 0s 30ms/step
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1/1 [==============================] - 0s 34ms/step
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1/1 [==============================] - 0s 19ms/step
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1/1 [==============================] - 0s 19ms/step
1/1 [==============================] - 0s 21ms/step
1/1 [==============================] - 0s 19ms/step
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1/1 [==============================] - 0s 22ms/step
1/1 [==============================] - 0s 19ms/step
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1/1 [==============================] - 0s 21ms/step
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1/1 [==============================] - 0s 19ms/step
1/1 [==============================] - 0s 21ms/step
1/1 [==============================] - 0s 19ms/step
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1/1 [==============================] - 0s 25ms/step
1/1 [==============================] - 0s 21ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 21ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 19ms/step
1/1 [==============================] - 0s 21ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 31ms/step
1/1 [==============================] - 0s 30ms/step
1/1 [==============================] - 0s 29ms/step
1/1 [==============================] - 0s 27ms/step
1/1 [==============================] - 0s 28ms/step
1/1 [==============================] - 0s 34ms/step
1/1 [==============================] - 0s 28ms/step
1/1 [==============================] - 0s 29ms/step
1/1 [==============================] - 0s 33ms/step
1/1 [==============================] - 0s 41ms/step
1/1 [==============================] - 0s 29ms/step
1/1 [==============================] - 0s 28ms/step
1/1 [==============================] - 0s 29ms/step
1/1 [==============================] - 0s 29ms/step
1/1 [==============================] - 0s 31ms/step
1/1 [==============================] - 0s 30ms/step
1/1 [==============================] - 0s 27ms/step
1/1 [==============================] - 0s 27ms/step
1/1 [==============================] - 0s 28ms/step
1/1 [==============================] - 0s 30ms/step
1/1 [==============================] - 0s 30ms/step
1/1 [==============================] - 0s 31ms/step
1/1 [==============================] - 0s 34ms/step
1/1 [==============================] - 0s 29ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 19ms/step
1/1 [==============================] - 0s 19ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 22ms/step
1/1 [==============================] - 0s 22ms/step
1/1 [==============================] - 0s 21ms/step
1/1 [==============================] - 0s 19ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 22ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 19ms/step
1/1 [==============================] - 0s 19ms/step
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1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 19ms/step
1/1 [==============================] - 0s 19ms/step
1/1 [==============================] - 0s 21ms/step
1/1 [==============================] - 0s 21ms/step
10500
1/1 [==============================] - 0s 25ms/step
1/1 [==============================] - 0s 21ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 21ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 19ms/step
1/1 [==============================] - 0s 19ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 23ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 22ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 22ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 28ms/step
1/1 [==============================] - 0s 19ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 21ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 19ms/step
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1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 19ms/step
1/1 [==============================] - 0s 23ms/step
1/1 [==============================] - 0s 19ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 19ms/step
1/1 [==============================] - 0s 19ms/step
1/1 [==============================] - 0s 32ms/step
1/1 [==============================] - 0s 31ms/step
1/1 [==============================] - 0s 33ms/step
1/1 [==============================] - 0s 37ms/step
1/1 [==============================] - 0s 28ms/step
1/1 [==============================] - 0s 31ms/step
1/1 [==============================] - 0s 36ms/step
1/1 [==============================] - 0s 33ms/step
1/1 [==============================] - 0s 29ms/step
1/1 [==============================] - 0s 28ms/step
1/1 [==============================] - 0s 30ms/step
1/1 [==============================] - 0s 26ms/step
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1/1 [==============================] - 0s 29ms/step
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1/1 [==============================] - 0s 29ms/step
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1/1 [==============================] - 0s 19ms/step
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1/1 [==============================] - 0s 28ms/step
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1/1 [==============================] - 0s 19ms/step
1/1 [==============================] - 0s 21ms/step
1/1 [==============================] - 0s 18ms/step
1/1 [==============================] - 0s 19ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 19ms/step
1/1 [==============================] - 0s 19ms/step
1/1 [==============================] - 0s 19ms/step
1/1 [==============================] - 0s 19ms/step
1/1 [==============================] - 0s 19ms/step
1/1 [==============================] - 0s 19ms/step
def distance(emb1, emb2):
return np.sum(np.square(emb1 - emb2))
def show_pair(idx1, idx2):
plt.figure(figsize=(8,3))
plt.suptitle(f'Distance = {distance(embeddings[idx1], embeddings[idx2]):.2f}')
plt.subplot(121)
plt.imshow(load_image(metadata[idx1].image_path()))
plt.subplot(122)
plt.imshow(load_image(metadata[idx2].image_path()));
show_pair(2, 3)
show_pair(2, 180)
show_pair(30, 31)
show_pair(30, 100)
show_pair(70, 72)
show_pair(70, 115)
train_idx = np.arange(metadata.shape[0]) % 9 != 0
test_idx = np.arange(metadata.shape[0]) % 9 == 0
X_train = embeddings[train_idx]
X_test = embeddings[test_idx]
targets = np.array([m.name for m in metadata])
y_train = targets[train_idx]
y_test = targets[test_idx]
from sklearn.preprocessing import LabelEncoder
encoder = LabelEncoder()
y_train = encoder.fit_transform(y_train)
y_test = encoder.transform(y_test)
from sklearn.preprocessing import StandardScaler
sc = StandardScaler()
X_train = sc.fit_transform(X_train)
X_test = sc.transform(X_test)
from sklearn.decomposition import PCA
pca = PCA(n_components=128, svd_solver='randomized', whiten=True)
X_train = pca.fit_transform(X_train)
X_test = pca.transform(X_test)
from sklearn.svm import SVC
clf = SVC(kernel = 'rbf', C = 1, gamma = 0.001, class_weight = 'balanced', random_state = 1)
clf.fit(X_train, y_train)
print('SVC accuracy for train set: {0:.3f}'.format(clf.score(X_train, y_train)))
SVC accuracy for train set: 0.975
# showing a random image label
n = np.random.randint(1, len(metadata))
sample_idx = n
sample_image = load_image(metadata[test_idx][sample_idx].image_path())
sample_prediction = clf.predict([X_test[sample_idx]])
sample_identity = encoder.inverse_transform(sample_prediction)[0]
plt.imshow(sample_image)
plt.title(f'Identified as {sample_identity}');
# Load image
image_path = "/content/drive/MyDrive/CV_GL/Benedict_Cumberbatch.jpg"
img1 = load_image(image_path)
# Displaying image using matplotlib
plt.imshow(img1)
plt.title("Test Image 1")
plt.show()
# Load image
image_path = "/content/drive/MyDrive/CV_GL/Dwayne_Johnson.jpg"
img2 = load_image(image_path)
# Displaying image using matplotlib
plt.imshow(img2)
plt.title("Test Image 2")
plt.show()
def pred_face(img_path):
img = cv2.imread(img_path)
img = load_image(img_path)
img = (img / 255.).astype(np.float32)
img = cv2.resize(img, dsize = (224,224))
ev = vgg_face_descriptor.predict(np.expand_dims(img, axis=0))[0]
ev = ev.reshape(1, -1)
ev = sc.transform(ev)
ev = pca.transform(ev)
result = clf.predict(ev)
identity = encoder.inverse_transform(result)[0]
plt.imshow(img)
plt.title(f'Identified as {identity}');
test_img = "/content/drive/MyDrive/CV_GL/Benedict_Cumberbatch.jpg"
pred_face(test_img)
1/1 [==============================] - 0s 58ms/step
test_img = "/content/drive/MyDrive/CV_GL/Dwayne_Johnson.jpg"
pred_face(test_img)
1/1 [==============================] - 0s 43ms/step
Utilizing a VGG model with pre-existing weights, embedding vectors for dataset images were generated. These vectors facilitated distance calculations between various pairs. With each image containing 2622 features, PCA was employed to minimize dimensionality. Subsequently, an SVM classifier was constructed to accurately associate each image with its corresponding individual. Achieving a training set accuracy of 97.5%, the model successfully identified the names of images within the test images.